most citedRes-VMamba: Fine-Grained Food Category Visual Classification Using Selective State Space Models with Deep Residual Learning

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cs.LG2026

FreqLens: Interpretable Frequency Attribution for Time Series Forecasting

Chi-Sheng Chen, Xinyu Zhang, En-Jui Kuo +3

Time series forecasting models often lack interpretability, limiting their adoption in domains requiring explainable predictions. We propose \textsc{FreqLens}, an interpretable for…

cs.LG2026

A Unified SPD Token Transformer Framework for EEG Classification: Systematic Comparison of Geometric Embeddings

Chi-Sheng Chen, En-Jui Kuo, Guan-Ying Chen +2

Spatial covariance matrices of EEG signals are Symmetric Positive Definite (SPD) and lie on a Riemannian manifold, yet the theoretical connection between embedding geometry and opt…